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ResearchFormerly WizWand

Keyphrase Extraction on DUC 2001

34.12F1 Score @ 5GPT-5
7.0814.121.1228.14May 8, 2023Nov 5, 2023May 5, 2024Nov 2, 2024May 3, 2025Oct 31, 2025May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GPT-5Backbone=GPT-5, Prompting Strategy=Candidate, Zero-shot evaluation=true2026.0534.1235.5133.96
MUDYBackbone=Gemma22026.0532.7736.8636
MUDYMethod Type=Prompt-based, Backbone=Gemma22026.0532.7736.8636
EmpiricalMethod Type=Prompt-based, Backbone=Llama32026.0530.4332.3129.76
Attention-SeekerMethod Type=Attention-based, Backbone=Llama32026.0529.7131.7531.11
PromptRankMethod Type=Prompt-based, Backbone=Gemma22026.0529.2833.5433.59
SAMRankMethod Type=Attention-based, Backbone=Llama32026.0528.2630.4730.2
PromptRankModel=T52023.0527.3931.5931.01
MUDYBackbone=T52026.0526.9931.9531.97
MUDYMethod Type=Prompt-based, Backbone=T52026.0526.9931.9531.97
GPT-5Backbone=GPT-5, Prompting Strategy=Vanilla, Zero-shot evaluation=true2026.0526.5726.2723.75
JointGLMethod Type=Embedding-based, Backbone=BERT2026.0526.0328.7629.07
SIFRankModel=ELMO2023.0524.327.627.96
PromptRankMethod Type=Prompt-based, Backbone=T52026.0523.7128.3828.43
MultipartiteRank2023.0521.724.123.62
MultipartiteRankMethod Type=Graph-based2026.0521.724.123.62
TopicRank2023.0519.9721.7320.97
TopicRankMethod Type=Graph-based2026.0519.9721.7320.97
SingleRank2023.0519.1423.8623.43
SingleRankMethod Type=Graph-based2026.0519.1423.8623.43
MDERankModel=BERT2023.0513.0517.3119.13
MDERankMethod Type=Embedding-based, Backbone=BERT2026.0513.0517.3119.13
YAKE2023.0511.9914.1814.28
YAKEMethod Type=Statistic-based2026.0511.9914.1814.28
TextRank2023.0511.0217.4518.84
TextRankMethod Type=Graph-based2026.0511.0217.4518.84
EmbedRankModel=BERT2023.058.1211.6213.58
EmbedRankMethod Type=Embedding-based, Backbone=BERT2026.058.1211.6213.58